{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Stochastic Volatility model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import pymc3 as pm\n",
    "\n",
    "np.random.seed(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams.update({\n",
    "    \"axes.prop_cycle\": plt.cycler(\"color\", ['#000000', '#1b6989', '#e69f00', '#009e73', '#f0e442', '#50b4e9', '#d55e00', '#cc79a7']),\n",
    "    \"font.serif\": ['Palatino',\n",
    "                   'Palatino Linotype',\n",
    "                   'Palatino LT STD',\n",
    "                   'Book Antiqua',\n",
    "                   'Georgia',\n",
    "                   'DejaVu Serif'],\n",
    "    'font.family': 'serif',\n",
    "    'figure.facecolor': '#fffff8',\n",
    "    'axes.facecolor': '#fffff8',\n",
    "    'figure.constrained_layout.use': True,\n",
    "    'font.size': 14.0,\n",
    "    'hist.bins': 'auto',\n",
    "    'lines.linewidth': 1.0,\n",
    "})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Asset prices have time-varying volatility (variance of day over day `returns`). In some periods, returns are highly variable, while in others very stable. Stochastic volatility models model this with a latent volatility variable, modeled as a stochastic process. The following model is similar to the one described in the No-U-Turn Sampler paper, Hoffman (2011) p21.\n",
    "\n",
    "$$ \\sigma \\sim Exponential(50) $$\n",
    "\n",
    "$$ \\nu \\sim Exponential(.1) $$\n",
    "\n",
    "$$ s_i \\sim Normal(s_{i-1}, \\sigma^{-2}) $$\n",
    "\n",
    "$$ log(r_i) \\sim t(\\nu, 0, exp(-2 s_i)) $$\n",
    "\n",
    "Here, $r$ is the daily return series and $s$ is the latent log volatility process."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Build Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we load daily returns of the S&P 500, and calculate the daily log returns. This data is from May 2008 to November 2019."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Close</th>\n",
       "      <th>change</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2008-05-05</th>\n",
       "      <td>1407.489990</td>\n",
       "      <td>-0.004544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-05-06</th>\n",
       "      <td>1418.260010</td>\n",
       "      <td>0.007623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-05-07</th>\n",
       "      <td>1392.569946</td>\n",
       "      <td>-0.018280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-05-08</th>\n",
       "      <td>1397.680054</td>\n",
       "      <td>0.003663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-05-09</th>\n",
       "      <td>1388.280029</td>\n",
       "      <td>-0.006748</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Close    change\n",
       "Date                             \n",
       "2008-05-05  1407.489990 -0.004544\n",
       "2008-05-06  1418.260010  0.007623\n",
       "2008-05-07  1392.569946 -0.018280\n",
       "2008-05-08  1397.680054  0.003663\n",
       "2008-05-09  1388.280029 -0.006748"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns = pd.read_csv(pm.get_data(\"SP500.csv\"), index_col='Date')\n",
    "returns[\"change\"] = np.log(returns[\"Close\"]).diff()\n",
    "returns = returns.dropna()\n",
    "returns.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see, the volatility seems to change over time quite a bit but cluster around certain time-periods. For example, the 2008 financial crisis is easy to pick out."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(14, 4))\n",
    "returns.plot(y=\"change\", label='S&P 500', ax=ax)\n",
    "ax.set(xlabel='time', ylabel='returns')\n",
    "ax.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Specifying the model in `PyMC3` mirrors its statistical specification. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_stochastic_volatility_model(data):\n",
    "    with pm.Model() as model:\n",
    "        step_size = pm.Exponential('step_size', 10)\n",
    "        volatility = pm.GaussianRandomWalk('volatility', sigma=step_size, shape=len(data))\n",
    "        nu = pm.Exponential('nu', 0.1)\n",
    "        returns = pm.StudentT('returns', \n",
    "                        nu=nu, \n",
    "                        lam=np.exp(-2*volatility), \n",
    "                        observed=data[\"change\"])\n",
    "    return model\n",
    "\n",
    "stochastic_vol_model = make_stochastic_volatility_model(returns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Checking the model\n",
    "\n",
    "Two good things to do to make sure our model is what we expect is to \n",
    "1. Take a look at the model structure. This lets us know we specified the priors we wanted and the connections we wanted. It is also handy to remind ourselves of the size of the random variables.\n",
    "2. Take a look at the prior predictive samples. This helps us interpret what our priors imply about the data.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<!-- Generated by graphviz version 2.38.0 (20140413.2041)\n",
       " -->\n",
       "<!-- Title: %3 Pages: 1 -->\n",
       "<svg width=\"452pt\" height=\"227pt\"\n",
       " viewBox=\"0.00 0.00 452.49 227.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 223)\">\n",
       "<title>%3</title>\n",
       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-223 448.494,-223 448.494,4 -4,4\"/>\n",
       "<g id=\"clust1\" class=\"cluster\"><title>cluster2,905</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M20,-8C20,-8 280,-8 280,-8 286,-8 292,-14 292,-20 292,-20 292,-143 292,-143 292,-149 286,-155 280,-155 280,-155 20,-155 20,-155 14,-155 8,-149 8,-143 8,-143 8,-20 8,-20 8,-14 14,-8 20,-8\"/>\n",
       "<text text-anchor=\"middle\" x=\"268.5\" y=\"-15.8\" font-family=\"Times,serif\" font-size=\"14.00\">2,905</text>\n",
       "</g>\n",
       "<!-- step_size -->\n",
       "<g id=\"node1\" class=\"node\"><title>step_size</title>\n",
       "<ellipse fill=\"none\" stroke=\"black\" cx=\"150\" cy=\"-201\" rx=\"94.7833\" ry=\"18\"/>\n",
       "<text text-anchor=\"middle\" x=\"150\" y=\"-197.3\" font-family=\"Times,serif\" font-size=\"14.00\">step_size ~ Exponential</text>\n",
       "</g>\n",
       "<!-- volatility -->\n",
       "<g id=\"node3\" class=\"node\"><title>volatility</title>\n",
       "<ellipse fill=\"none\" stroke=\"black\" cx=\"150\" cy=\"-129\" rx=\"133.776\" ry=\"18\"/>\n",
       "<text text-anchor=\"middle\" x=\"150\" y=\"-125.3\" font-family=\"Times,serif\" font-size=\"14.00\">volatility ~ GaussianRandomWalk</text>\n",
       "</g>\n",
       "<!-- step_size&#45;&gt;volatility -->\n",
       "<g id=\"edge1\" class=\"edge\"><title>step_size&#45;&gt;volatility</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M150,-182.697C150,-174.983 150,-165.712 150,-157.112\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"153.5,-157.104 150,-147.104 146.5,-157.104 153.5,-157.104\"/>\n",
       "</g>\n",
       "<!-- nu -->\n",
       "<g id=\"node2\" class=\"node\"><title>nu</title>\n",
       "<ellipse fill=\"none\" stroke=\"black\" cx=\"373\" cy=\"-129\" rx=\"71.4873\" ry=\"18\"/>\n",
       "<text text-anchor=\"middle\" x=\"373\" y=\"-125.3\" font-family=\"Times,serif\" font-size=\"14.00\">nu ~ Exponential</text>\n",
       "</g>\n",
       "<!-- returns -->\n",
       "<g id=\"node4\" class=\"node\"><title>returns</title>\n",
       "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"178\" cy=\"-57\" rx=\"77.1866\" ry=\"18\"/>\n",
       "<text text-anchor=\"middle\" x=\"178\" y=\"-53.3\" font-family=\"Times,serif\" font-size=\"14.00\">returns ~ StudentT</text>\n",
       "</g>\n",
       "<!-- nu&#45;&gt;returns -->\n",
       "<g id=\"edge2\" class=\"edge\"><title>nu&#45;&gt;returns</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M333.539,-113.834C303.051,-102.89 260.658,-87.6721 227.829,-75.8875\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"229.002,-72.5899 218.408,-72.5054 226.637,-79.1783 229.002,-72.5899\"/>\n",
       "</g>\n",
       "<!-- volatility&#45;&gt;returns -->\n",
       "<g id=\"edge3\" class=\"edge\"><title>volatility&#45;&gt;returns</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M156.921,-110.697C160.075,-102.813 163.878,-93.3042 167.381,-84.5464\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"170.694,-85.689 171.158,-75.1043 164.195,-83.0892 170.694,-85.689\"/>\n",
       "</g>\n",
       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<graphviz.dot.Digraph at 0x7f7ca00297b8>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm.model_to_graphviz(stochastic_vol_model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "with stochastic_vol_model:\n",
    "    prior = pm.sample_prior_predictive(500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We plot and inspect the prior predictive. This is *many* orders of magnitude larger than the actual returns we observed. In fact, I cherry-picked a few draws to keep the plot from looking silly. This may suggest changing our priors: a return that our model considers plausible would violate all sorts of constraints by a huge margin: the total value of all goods and services the world produces is ~$\\$10^9$, so we might reasonably *not* expect any returns above that magnitude.\n",
    "\n",
    "That said, we get somewhat reasonable results fitting this model anyways, and it is standard, so we leave it as is."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(14, 4))\n",
    "returns['change'].plot(ax=ax, lw=1, color='black')\n",
    "ax.plot(prior['returns'][4:6].T, 'g', alpha=0.5, lw=1, zorder=-10)\n",
    "\n",
    "max_observed, max_simulated = np.max(np.abs(returns['change'])), np.max(np.abs(prior['returns']))\n",
    "ax.set_title(f\"Maximum observed: {max_observed:.2g}\\nMaximum simulated: {max_simulated:.2g}(!)\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fit Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once we are happy with our model, we can sample from the posterior. This is a somewhat tricky model to fit even with NUTS, so we sample and tune a little longer than default."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [nu, volatility, step_size]\n",
      "Sampling 4 chains, 0 divergences: 100%|██████████| 16000/16000 [15:35<00:00,  4.79draws/s]\n",
      "The estimated number of effective samples is smaller than 200 for some parameters.\n"
     ]
    }
   ],
   "source": [
    "with stochastic_vol_model:\n",
    "    trace = pm.sample(2000, tune=2000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 8000/8000 [00:18<00:00, 424.16it/s]\n"
     ]
    }
   ],
   "source": [
    "with stochastic_vol_model:\n",
    "    posterior_predictive = pm.sample_posterior_predictive(trace)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the `step_size` parameter does not look perfect: the different chains look somewhat different. This again indicates some weakness in our model: it may make sense to allow the step_size to change over time, especially over this 11 year time span."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm.traceplot(trace, var_names=['step_size', 'nu']);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can look at our posterior estimates of the volatility in S&P 500 returns over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(14, 4))\n",
    "\n",
    "y_vals = np.exp(trace['volatility'])[::5].T\n",
    "x_vals = np.vstack([returns.index for _ in y_vals.T]).T.astype(np.datetime64)\n",
    "\n",
    "plt.plot(x_vals, y_vals, 'k', alpha=0.002)\n",
    "ax.set_xlim(x_vals.min(), x_vals.max())\n",
    "ax.set_ylim(bottom=0)\n",
    "ax.set(title='Estimated volatility over time', xlabel='Date', ylabel='Volatility');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we can use the posterior predictive distribution to see the how the learned volatility could have effected returns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=2, figsize=(14, 7), sharex=True)\n",
    "returns['change'].plot(ax=axes[0], color='black')\n",
    "\n",
    "axes[1].plot(np.exp(trace['volatility'][::100].T), 'r', alpha=0.5)\n",
    "axes[0].plot(posterior_predictive['returns'][::100].T, 'g', alpha=0.5, zorder=-10)\n",
    "axes[0].set_title(\"True log returns (black) and posterior predictive log returns (green)\")\n",
    "axes[1].set_title(\"Posterior volatility\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    "\n",
    "1. Hoffman & Gelman. (2011). [The No-U-Turn Sampler: Adaptively Setting Path Lengths in Hamiltonian Monte Carlo](http://arxiv.org/abs/1111.4246). "
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
